Cover Image

Generalization properties of contrastive world models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ramakrishnan, Kandan, Cotton, R. James, Pitkow, Xaq, Tolias, Andreas S.
Format:	Preprint
Published:	2023
Subjects:	Machine Learning Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Label Propagation for Zero-shot Classification with Vision-Language Models
by: Stojnić, Vladan, et al.
Published: (2024)

LPOSS: Label Propagation Over Patches and Pixels for Open-vocabulary Semantic Segmentation
by: Stojnić, Vladan, et al.
Published: (2025)

Towards noise contrastive estimation with soft targets for conditional models
by: Hugger, Johannes, et al.
Published: (2024)

ImageNot: A contrast with ImageNet preserves model rankings
by: Salaudeen, Olawale, et al.
Published: (2024)

Breakdance Video classification in the age of Generative AI
by: Dhar, Sauptik, et al.
Published: (2025)

Uncertainty-Aware Subset Selection for Robust Visual Explainability under Distribution Shifts
by: Gupta, Madhav, et al.
Published: (2025)

Structure-preserving contrastive learning for spatial time series
by: Jiao, Yiru, et al.
Published: (2025)

Understanding normalization in contrastive representation learning and out-of-distribution detection
by: Le-Gia, Tai, et al.
Published: (2023)

Pseudolabel guided pixels contrast for domain adaptive semantic segmentation
by: Xiang, Jianzi, et al.
Published: (2025)

Context-self contrastive pretraining for crop type semantic segmentation
by: Tarasiou, Michail, et al.
Published: (2021)

Reinforcement Learning as a Parsimonious Alternative to Prediction Cascades: A Case Study on Image Segmentation
by: Srikishan, Bharat, et al.
Published: (2024)

Zero-shot domain adaptation based on dual-level mix and contrast
by: Zhe, Yu, et al.
Published: (2024)

Do multimodal models imagine electric sheep?
by: Ramakrishnan, Santhosh Kumar, et al.
Published: (2026)

Improving Video Question Answering through query-based frame selection
by: Patil, Himanshu, et al.
Published: (2026)

Enhancing Multi-Image Question Answering via Submodular Subset Selection
by: Sharma, Aaryan, et al.
Published: (2025)

Assessing Open-world Forgetting in Generative Image Model Customization
by: Laria, Héctor, et al.
Published: (2024)

SepVAE: a contrastive VAE to separate pathological patterns from healthy ones
by: Louiset, Robin, et al.
Published: (2023)

Predicting butterfly species presence from satellite imagery using soft contrastive regularisation
by: van der Plas, Thijs L, et al.
Published: (2025)

Differentiable Biomechanics Unlocks Opportunities for Markerless Motion Capture
by: Cotton, R. James
Published: (2024)

KinTwin: Imitation Learning with Torque and Muscle Driven Biomechanical Models Enables Precise Replication of Able-Bodied and Impaired Movement from Markerless Motion Capture
by: Cotton, R. James
Published: (2025)

SOHES: Self-supervised Open-world Hierarchical Entity Segmentation
by: Cao, Shengcao, et al.
Published: (2024)

Towards Real-world Debiasing: Rethinking Evaluation, Challenge, and Solution
by: Kuang, Peng, et al.
Published: (2024)

Open-world machine learning: A review and new outlooks
by: Zhu, Fei, et al.
Published: (2024)

Breaking the Illusion: Real-world Challenges for Adversarial Patches in Object Detection
by: Shack, Jakob, et al.
Published: (2024)

Logo-VGR: Visual Grounded Reasoning for Open-world Logo Recognition
by: Liang, Zichen, et al.
Published: (2025)

Leafy Spurge Dataset: Real-world Weed Classification Within Aerial Drone Imagery
by: Doherty, Kyle, et al.
Published: (2024)

Ego4OOD: Rethinking Egocentric Video Domain Generalization via Covariate Shift Scoring
by: Vaseqi, Zahra, et al.
Published: (2026)

Exploring Diffusion and Flow Matching Under Generator Matching
by: Patel, Zeeshan, et al.
Published: (2024)

STEREOFOG -- Computational DeFogging via Image-to-Image Translation on a real-world Dataset
by: Pollak, Anton, et al.
Published: (2023)

Learning with Open-world Noisy Data via Class-independent Margin in Dual Representation Space
by: Pan, Linchao, et al.
Published: (2025)

R3PM-Net: Real-time, Robust, Real-world Point Matching Network
by: Kashefbahrami, Yasaman, et al.
Published: (2026)

Generalization in diffusion models arises from geometry-adaptive harmonic representations
by: Kadkhodaie, Zahra, et al.
Published: (2023)

Unsupervised visualization of image datasets using contrastive learning
by: Böhm, Jan Niklas, et al.
Published: (2022)

Reproducible scaling laws for contrastive language-image learning
by: Cherti, Mehdi, et al.
Published: (2022)

FISBe: A real-world benchmark dataset for instance segmentation of long-range thin filamentous structures
by: Mais, Lisa, et al.
Published: (2024)

The OCR Quest for Generalization: Learning to recognize low-resource alphabets with model editing
by: Rodríguez, Adrià Molina, et al.
Published: (2025)

Does Spatial Cognition Emerge in Frontier Models?
by: Ramakrishnan, Santhosh Kumar, et al.
Published: (2024)

SaliencyI2PLoc: saliency-guided image-point cloud localization using contrastive learning
by: Li, Yuhao, et al.
Published: (2024)

SemPPL: Predicting pseudo-labels for better contrastive representations
by: Bošnjak, Matko, et al.
Published: (2023)

GMValuator: Similarity-based Data Valuation for Generative Models
by: Yang, Jiaxi, et al.
Published: (2023)